SheetMind: Actions Set Accuracy, Agents Set the Failure Mode

arXiv:2506.12339 · cs.HC, cs.AI · Submitted 2025-06-14 · Read on arXiv

cs.HC, cs.AI

Submitted: 2025-06-14

Updated: 2026-09-24

Terminology

• Benchmark — 12× in this paper · explained in 2 episodes
• Ablation — 8× in this paper · explained in 1 episode
• Ablation study — 6× in this paper · explained in 1 episode
• Multi-Agent Framework — 4× in this paper · explained in 3 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Agentic System — 3× in this paper · explained in 2 episodes
• Alignment — 3× in this paper · explained in 1 episode
• Backus-Naur Form — 3× in this paper
• Chain-of-Thought Prompting — 2× in this paper · explained in 2 episodes
• Failure Modes — 2× in this paper · explained in 3 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Scaffolding — 2× in this paper · explained in 3 episodes
• Action Primitives — 1× in this paper · explained in 1 episode
• Action Space — 1× in this paper · explained in 1 episode
• Agentic Framework — 1× in this paper · explained in 6 episodes
• Cognitive Load — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Modularity — 1× in this paper · explained in 9 episodes
• Multi-Agent System — 1× in this paper · explained in 5 episodes
• Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
• Multi-agent Collaborative Framework — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Structured Reasoning — 1× in this paper · explained in 3 episodes
• Task Decomposition — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• GPT-4 Technical Report
• SpreadsheetLLM: Encoding Spreadsheets for Large Language Models
• NLP-SIR: A Natural Language Approach for Spreadsheet Information Retrieval
• TableTalk: Scaffolding Spreadsheet Development with a Language Agent
• PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC
• Data-Copilot: Bridging Billions of Data and Humans with Autonomous Workflow

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